Habitat Suitability Report
Inputs
- Species: White shark (Carcharodon carcharias)
- Thinning: Thinned satellite data (PSAT and SPOT)
- Ratio: All pseudo-absence/background points
- Spatial extent: Cropped to 750 m isobath
- Covariates used: all covariates (u and v become vel_mag)
- Metrics: evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
- Observations: All observations
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max | percent_deviance_explained |
|---|---|---|---|
| rf | 0.9934621 | 0.9339689 | 0.6947162 |
| bt | 0.8734529 | 0.5865887 | 0.3303208 |
| maxnet | 0.7594921 | 0.4573000 | NA |
| gam | 0.8350270 | 0.5181801 | 0.2567309 |
| glm | 0.7501107 | 0.4343651 | 0.1470812 |
Variable Importance
Partial Dependence
